On interlinking linked data sources by using ontology matching techniques and the map-reduce framework

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Resumen

Interlinking different data sources has become a crucial task due to the explosion of diverse, heterogeneous information repositories in the so-called Web of Data. In this paper an approach to extract relationships between entities existing in huge Linked Data sources is presented. Our approach hinges on the Map-Reduce processing framework and context-based ontology matching techniques so as to discover the maximum number of possible relationships between entities within different data sources in an computationally efficient fashion. To this end the processing flow is composed by three Map-Reduce jobs in charge for 1) the collection of linksets between datasets; 2) context generation; and 3) construction of entity pairs and similarity computation. In order to assess the performance of the proposed scheme an exemplifying prototype is implemented between DBpedia and LinkedMDB datasets. The obtained results are promising and pave the way towards benchmarking the proposed interlinking procedure with other ontology matching systems.

Idioma originalInglés
Título de la publicación alojadaIntelligent Data Engineering and Automated Learning, IDEAL 2014 - 15th International Conference, Proceedings
EditoresEmilio Corchado, Héctor Quintián, José A. Lozano, Hujun Yin
EditorialSpringer Verlag
Páginas53-60
Número de páginas8
ISBN (versión digital)9783319108391
ISBN (versión impresa)9783319108391
DOI
EstadoPublicada - 2014
Evento15th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2014 - Salamanca, Espana
Duración: 10 sept 201412 sept 2014

Serie de la publicación

NombreLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volumen8669 LNCS
ISSN (versión impresa)0302-9743
ISSN (versión digital)1611-3349

Conferencia

Conferencia15th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2014
País/TerritorioEspana
CiudadSalamanca
Período10/09/1412/09/14

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